Methods, Systems and Apparatus for Generating Chemical Data Sequences Using Neural Networks for De Novo Chemical Formulations

9. The non-transitory processor-readable medium of claim 8, wherein the chemical formulation is a personal care product formulation.

14. The non-transitory processor-readable medium of claim 8, wherein the code to encode the plurality of target attributes to generate a signal includes code to cause the processor to perform one-hot encoding.

15. The non-transitory processor-readable medium of claim 8, wherein the code to encode the plurality of target attributes to generate the signal includes code to cause the processor to map the plurality of target attributes to a pre-determined set of discrete values when the plurality of target attributes is continuous.

19. The non-transitory processor-readable medium of claim 8, wherein the code further includes code to cause the processor to train the first neural network using a stochastic gradient descent with backpropagation technique based on a training data set.